That's called common-law marriage and it exists in California too, but it doesn't mean you start paying married tax rates. It just means that, e.g., if your partner falls terminally ill you are allowed to make medical decisions for them just as a spouse would, or if they die you take custody of the children rather than their side of the family, etc.